{"id":11711,"date":"2024-04-24T11:04:46","date_gmt":"2024-04-24T11:04:46","guid":{"rendered":"https:\/\/dailyai.com\/?p=11711"},"modified":"2024-04-24T11:07:18","modified_gmt":"2024-04-24T11:07:18","slug":"microsoft-launches-phi-3-mini-a-tiny-but-powerful-lm","status":"publish","type":"post","link":"https:\/\/dailyai.com\/nb\/2024\/04\/microsoft-launches-phi-3-mini-a-tiny-but-powerful-lm\/","title":{"rendered":"Microsoft lanserer Phi-3 Mini, en liten, men kraftig LM"},"content":{"rendered":"<p><strong>Microsoft lanserte Phi-3 Mini, en liten spr\u00e5kmodell som er et ledd i selskapets strategi for \u00e5 utvikle lette, funksjonsspesifikke AI-modeller.<\/strong><\/p>\n<p>Utviklingen av spr\u00e5kmodeller har g\u00e5tt i retning av stadig st\u00f8rre parametere, treningsdatasett og kontekstvinduer. Skalering av st\u00f8rrelsen p\u00e5 disse modellene har gitt kraftigere funksjoner, men til en viss pris.<\/p>\n<p>Den tradisjonelle m\u00e5ten \u00e5 trene opp en LLM p\u00e5 er \u00e5 la den bruke enorme datamengder, noe som krever enorme databehandlingsressurser. Oppl\u00e6ring av en LLM som GPT-4, for eksempel, ansl\u00e5s \u00e5 ha tatt rundt tre m\u00e5neder og \u00e5 ha kostet over $21 millioner.<\/p>\n<p>GPT-4 er en flott l\u00f8sning for oppgaver som krever komplekse resonnementer, men overkill for enklere oppgaver som innholdsproduksjon eller en salgschatbot. Det er som \u00e5 bruke en sveitsisk lommekniv n\u00e5r alt du trenger er en enkel brev\u00e5pner.<\/p>\n<p>Med bare 3,8B parametere er Phi-3 Mini bitteliten. Likevel sier Microsoft at den er en ideell, lett og rimelig l\u00f8sning for oppgaver som \u00e5 oppsummere et dokument, trekke ut innsikt fra rapporter og skrive produktbeskrivelser eller innlegg i sosiale medier.<\/p>\n<p>MMLUs referansetall viser at Phi-3 Mini og de st\u00f8rre Phi-modellene som enn\u00e5 ikke er lansert, sl\u00e5r st\u00f8rre modeller som <span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\">Mistral<\/span><\/span><\/span><\/span> 7B og Gemma 7B.<\/p>\n<figure id=\"attachment_11713\" aria-describedby=\"caption-attachment-11713\" style=\"width: 2000px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-11713 size-full\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1.jpg\" alt=\"\" width=\"2000\" height=\"1125\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1.jpg 2000w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1-300x169.jpg 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1-1024x576.jpg 1024w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1-768x432.jpg 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1-1536x864.jpg 1536w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1-18x10.jpg 18w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/The-Phi-3-small-language-models-with-big-potential-1-60x34.jpg 60w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><figcaption id=\"caption-attachment-11713\" class=\"wp-caption-text\">Phi-3-modellenes ytelse p\u00e5 Massive Multitask Language Understanding (MMLU)-referansen sammenlignet med andre modeller av tilsvarende st\u00f8rrelse. Kilde: Microsoft Microsoft<\/figcaption><\/figure>\n<p>Microsoft sier at Phi-3-small (7B parametere) og Phi-3-medium (14B parametere) vil v\u00e6re tilgjengelig i Azure AI Model Catalog \"om kort tid\".<\/p>\n<p>St\u00f8rre modeller som GPT-4 er fortsatt gullstandarden, og vi kan nok forvente at GPT-5 blir enda st\u00f8rre.<\/p>\n<p>SLM-er som Phi-3 Mini har noen viktige fordeler som st\u00f8rre modeller ikke har. SLM-er er billigere \u00e5 finjustere, krever mindre databehandling og kan kj\u00f8res p\u00e5 enheten selv i situasjoner der det ikke er tilgang til Internett.<\/p>\n<p>En SLM i utkanten gir mindre ventetid og maksimalt personvern fordi det ikke er behov for \u00e5 sende data frem og tilbake til skyen.<\/p>\n<p>Her er Sebastien Bubeck, VP for GenAI-forskning hos Microsoft AI, med en demonstrasjon av Phi-3 Mini. Den er superrask og imponerende til \u00e5 v\u00e6re en s\u00e5 liten modell.<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\">phi-3 er her, og den er ... god :-).<\/p>\n<p>Jeg har laget en kort demo for \u00e5 gi deg en f\u00f8lelse av hva phi-3-mini (3.8B) kan gj\u00f8re. F\u00f8lg med for utgivelsen av \u00e5pne vekter og flere kunngj\u00f8ringer i morgen tidlig!<\/p>\n<p>(Og selvf\u00f8lgelig ville ikke dette v\u00e6rt komplett uten den vanlige tabellen med referanseverdier!) <a href=\"https:\/\/t.co\/AWA7Km59rp\">pic.twitter.com\/AWA7Km59rp<\/a><\/p>\n<p>- Sebastien Bubeck (@SebastienBubeck) <a href=\"https:\/\/twitter.com\/SebastienBubeck\/status\/1782627991874678809?ref_src=twsrc%5Etfw\">23. april 2024<\/a><\/p><\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2>Kuraterte syntetiske data<\/h2>\n<p>Phi-3 Mini er et resultat av at man har forkastet ideen om at store datamengder er den eneste m\u00e5ten \u00e5 trene opp en modell p\u00e5.<\/p>\n<p>Sebastien Bubeck, Microsofts visepresident for generativ AI-forskning, spurte: \"I stedet for \u00e5 trene p\u00e5 bare r\u00e5 nettdata, hvorfor ser du ikke etter data som er av ekstremt h\u00f8y kvalitet?\"<\/p>\n<p>Microsoft Researchs maskinl\u00e6ringsekspert Ronen Eldan leste godnatthistorier for datteren sin da han lurte p\u00e5 om en spr\u00e5kmodell kunne l\u00e6re bare ved hjelp av ord som en fire\u00e5ring kunne forst\u00e5.<\/p>\n<p>Dette f\u00f8rte til et eksperiment der de skapte et datasett som startet med 3000 ord. Ved hjelp av dette begrensede ordforr\u00e5det fikk de en LLM til \u00e5 lage millioner av korte barnefortellinger som ble samlet i et datasett kalt TinyStories.<\/p>\n<p>Forskerne brukte deretter TinyStories til \u00e5 trene opp en ekstremt liten modell med 10 millioner parametere, som deretter var i stand til \u00e5 generere \"flytende fortellinger med perfekt grammatikk\".<\/p>\n<p>De fortsatte \u00e5 iterere og skalere denne syntetiske datagenereringsmetoden for \u00e5 skape mer avanserte, men n\u00f8ye kuraterte og filtrerte syntetiske datasett som til slutt ble brukt til \u00e5 trene Phi-3 Mini.<\/p>\n<p>Resultatet er en liten modell som er rimeligere i drift, samtidig som ytelsen er sammenlignbar med GPT-3.5.<\/p>\n<p>Mindre, men mer kapable modeller vil f\u00f8re til at selskaper g\u00e5r bort fra \u00e5 bare bruke store LLM-er som GPT-4 som standard. Vi kan ogs\u00e5 snart se l\u00f8sninger der en LLM tar seg av de tunge l\u00f8ftene, mens enklere oppgaver delegeres til lettvektsmodeller.<\/p>","protected":false},"excerpt":{"rendered":"<p>Microsoft lanserte Phi-3 Mini, en liten spr\u00e5kmodell som er et ledd i selskapets strategi for \u00e5 utvikle lette, funksjonsspesifikke AI-modeller. Utviklingen av spr\u00e5kmodeller har g\u00e5tt i retning av stadig st\u00f8rre parametere, treningsdatasett og kontekstvinduer. Skalering av st\u00f8rrelsen p\u00e5 disse modellene har gitt kraftigere funksjoner, men til en pris. Den tradisjonelle m\u00e5ten \u00e5 trene opp en LLM p\u00e5 er \u00e5 la den bruke enorme mengder data, noe som krever enorme databehandlingsressurser. Oppl\u00e6ring av en LLM som GPT-4, for eksempel, ansl\u00e5s \u00e5 ha tatt rundt tre m\u00e5neder og \u00e5 ha kostet over $21 millioner. GPT-4 er en flott l\u00f8sning for oppgaver som<\/p>","protected":false},"author":6,"featured_media":11715,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[118,121],"class_list":["post-11711","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-llms","tag-microsoft"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Microsoft launches Phi-3 Mini, a tiny but powerful LM | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/nb\/2024\/04\/microsoft-launches-phi-3-mini-a-tiny-but-powerful-lm\/\" \/>\n<meta property=\"og:locale\" content=\"nb_NO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Microsoft launches Phi-3 Mini, a tiny but powerful LM | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Microsoft launched Phi-3 Mini, a tiny language model that is part of the company\u2019s strategy to develop lightweight, function-specific AI models. 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